Developer evaluation for the AI era

Developer evaluation
for the vibe coding era

AI changed how we code. Evalor measures what actually matters — system design judgment, critical thinking, and how you collaborate with AI.

No credit card required. 2 challenges free.

JS

URL Shortener — System Design

Completed 2m ago · Medium difficulty

81

Overall score

Architecture

84

Security

71

AI Collab

79

Scalability

76

Production

82

Comm.

88

Trusted by developers from

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The problem

Traditional coding tests test if you can write a for loop.
In 2026, AI writes the for loop.

Every existing assessment platform was designed for the pre-AI world. They measure syntax recall. They test what GPT can answer in two seconds.

Coding tests are obsolete

AI generates working code from a prompt. Testing syntax is testing the AI, not the developer.

Interviews are theater

45 minutes of whiteboard coding tells you nothing about how someone builds real systems.

No one measures AI collaboration

The most important skill of 2026 — how you use AI tools — is invisible to every assessment platform.

How it works

Three steps. Real signal.

From challenge selection to a detailed 11-dimension scorecard.

01

Choose a challenge

Debugging, System Design, or AI Audit. Real problems, not toy algorithms.

React useEffect stale closureDebugging
URL shortener for 5M usersSystem Design
E-commerce architecture flawsAI Audit
02

Build with Pulse

Our AI co-pilot helps you code — but every interaction is measured. How you prompt, what you accept, what you edit.

Add rate limiting to the Express routes
P
const rateLimit = require('express-rate-limit'); app.use(rateLimit({ windowMs: 60000, max: 100 }));
AI usage tracked · edit delta measured
03

Get scored across 11 dimensions

Architecture, security, AI collaboration, infrastructure, communication. Not just 'pass/fail'.

Architecture design
84
14%
Security review
71
14%
AI collaboration
79
12%
Scalability
76
10%
Overall81
Scoring

11 dimensions. Not just pass/fail.

Every challenge produces a detailed score across 11 dimensions — from architecture design to how you debug AI-generated output.

81

score

01
Architecture design14%

Component separation, API design, tech selection

02
Security review14%

Validation, auth, encryption, IAM

03
Understanding depth14%

Can they explain decisions? Code-interview coherence

04
AI collaboration12%

Prompt quality, blind acceptance rate, edit rate

05
Scalability & trade-offs10%

Infra matches constraints, conscious trade-offs

06
Production readiness10%

Monitoring, error handling, CI/CD, health checks

07
Design judgment8%

Edit delta, debugging methodology, pitfall awareness

08
Data modeling6%

Schema quality, indexes, types, relations

09
Debugging AI output5%

Self-fix rate, error reading, independent debugging

10
Infrastructure config4%

Completeness, tuned values, no-AI-assist knowledge

11
Communication3%

Interview clarity, structured explanations

Three tracks

Real problems. Real signal.

Every challenge is designed to surface judgment, not memorization.

🔍Debugging
Easy → Hard

Fix real bugs in production code. useEffect stale closures, API race conditions, concurrency issues.

  • Full 150+ line buggy codebase
  • Find, fix, and explain the bugs
  • AI available, every interaction tracked
Try it free
⚙️System Design
Medium → Expert

Architect from scratch. Design documents, database schemas, caching strategies, infrastructure config.

  • Minimal scaffold — you build it all
  • 4-phase: Design → Build → Infra → Interview
  • No gold standard — judged on quality
Try it free
AI Audit
Medium

Review AI-generated code. Find the flaws a senior engineer would catch.

  • Complete AI-generated codebase
  • Injected security & design flaws
  • Document every issue with severity + fix
Try it free
Pulse co-pilot

The AI that measures,
not just assists.

Pulse helps you write code. But it never hints, never suggests architecture, never evaluates your approach. Your decisions are YOUR decisions — and every interaction is evidence.

Code only. No explanations unless you ask.
Every prompt classified: allow, block, or nudge.
Blind acceptance rate tracked in real time.
Edit-after-insert rate measures your judgment.
P
PulseSTRICT
Code only
Add rate limiting to the Express app
P
typescript
import rateLimit from 'express-rate-limit';

const limiter = rateLimit({
  windowMs: 60 * 1000,
  max: 100
});

app.use(limiter);
What architecture should I use for this?
P
Blocked

Pulse only writes code. Ask me to implement a specific function instead.

Ask Pulse to write code...
Pricing

Start free. Scale when ready.

No credit card required. First two challenges always free.

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  • 2 challenges/month
  • Scores visible for 48 hours
  • All three tracks
  • Pulse co-pilot included
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Enterprise

Custom

For teams and hiring pipelines

  • Custom challenge library
  • Team analytics dashboard
  • ATS integration
  • Volume pricing
  • Dedicated support
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